Profiling Report

Dataset statistics

Number of variables	15
Number of observations	48842
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	49
Duplicate rows (%)	0.1%
Total size in memory	5.6 MiB
Average record size in memory	120.0 B

Variable types

Numeric	12
Categorical	3

Alerts

Dataset has 49 (0.1%) duplicate rows	Duplicates
`relationship` is highly overall correlated with `sex`	High correlation
`sex` is highly overall correlated with `relationship`	High correlation
`race` is highly imbalanced (65.8%)	Imbalance
`workclass` has 2799 (5.7%) zeros	Zeros
`education` has 1389 (2.8%) zeros	Zeros
`marital-status` has 6633 (13.6%) zeros	Zeros
`occupation` has 2809 (5.8%) zeros	Zeros
`relationship` has 19716 (40.4%) zeros	Zeros
`capital-gain` has 44807 (91.7%) zeros	Zeros
`capital-loss` has 46560 (95.3%) zeros	Zeros
`native-country` has 857 (1.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-07 22:50:05.723454
Analysis finished	2023-12-07 22:50:22.477694
Duration	16.75 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

age
Real number (ℝ)

Distinct	74
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.643585

Minimum	17
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	17
5-th percentile	19
Q1	28
median	37
Q3	48
95-th percentile	63
Maximum	90
Range	73
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.71051
Coefficient of variation (CV)	0.35479394
Kurtosis	-0.18426874
Mean	38.643585
Median Absolute Deviation (MAD)	10
Skewness	0.55758032
Sum	1887430
Variance	187.97808
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1348	2.8%
35	1337	2.7%
33	1335	2.7%
23	1329	2.7%
31	1325	2.7%
34	1303	2.7%
28	1280	2.6%
37	1280	2.6%
30	1278	2.6%
38	1264	2.6%
Other values (64)	35763	73.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	595	1.2%
18	862	1.8%
19	1053	2.2%
20	1113	2.3%
21	1096	2.2%
22	1178	2.4%
23	1329	2.7%
24	1206	2.5%
25	1195	2.4%
26	1153	2.4%

Value	Count	Frequency (%)
90	55	0.1%
89	2	< 0.1%
88	6	< 0.1%
87	3	< 0.1%
86	1	< 0.1%
85	5	< 0.1%
84	13	< 0.1%
83	11	< 0.1%
82	15	< 0.1%
81	37	0.1%

workclass
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8704394

Minimum	0
Maximum	8
Zeros	2799
Zeros (%)	5.7%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	4
Q3	4
95-th percentile	6
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.4642337
Coefficient of variation (CV)	0.378312
Kurtosis	1.6419714
Mean	3.8704394
Median Absolute Deviation (MAD)	0
Skewness	-0.74790973
Sum	189040
Variance	2.1439803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	33906	69.4%
6	3862	7.9%
2	3136	6.4%
0	2799	5.7%
7	1981	4.1%
5	1695	3.5%
1	1432	2.9%
8	21	< 0.1%
3	10	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2799	5.7%
1	1432	2.9%
2	3136	6.4%
3	10	< 0.1%
4	33906	69.4%
5	1695	3.5%
6	3862	7.9%
7	1981	4.1%
8	21	< 0.1%

Value	Count	Frequency (%)
8	21	< 0.1%
7	1981	4.1%
6	3862	7.9%
5	1695	3.5%
4	33906	69.4%
3	10	< 0.1%
2	3136	6.4%
1	1432	2.9%
0	2799	5.7%

fnlwgt
Real number (ℝ)

Distinct	28523
Distinct (%)	58.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	189664.13

Minimum	12285
Maximum	1490400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	12285
5-th percentile	39615.4
Q1	117550.5
median	178144.5
Q3	237642
95-th percentile	379481.65
Maximum	1490400
Range	1478115
Interquartile range (IQR)	120091.5

Descriptive statistics

Standard deviation	105604.03
Coefficient of variation (CV)	0.55679491
Kurtosis	6.0578482
Mean	189664.13
Median Absolute Deviation (MAD)	60295.5
Skewness	1.4388919
Sum	9.2635757 × 10⁹
Variance	1.115221 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
203488	21	< 0.1%
120277	19	< 0.1%
190290	19	< 0.1%
125892	18	< 0.1%
126569	18	< 0.1%
126675	17	< 0.1%
113364	17	< 0.1%
99185	17	< 0.1%
186934	16	< 0.1%
111567	16	< 0.1%
Other values (28513)	48664	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12285	1	< 0.1%
13492	1	< 0.1%
13769	3	< 0.1%
13862	1	< 0.1%
14878	1	< 0.1%
18827	1	< 0.1%
19214	1	< 0.1%
19302	6	< 0.1%
19395	2	< 0.1%
19410	2	< 0.1%

Value	Count	Frequency (%)
1490400	1	< 0.1%
1484705	1	< 0.1%
1455435	1	< 0.1%
1366120	1	< 0.1%
1268339	1	< 0.1%
1226583	1	< 0.1%
1210504	1	< 0.1%
1184622	1	< 0.1%
1161363	1	< 0.1%
1125613	1	< 0.1%

education
Real number (ℝ)

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.28842

Minimum	0
Maximum	15
Zeros	1389
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	11
Q3	12
95-th percentile	15
Maximum	15
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.8744924
Coefficient of variation (CV)	0.37658771
Kurtosis	0.67657631
Mean	10.28842
Median Absolute Deviation (MAD)	2
Skewness	-0.93629868
Sum	502507
Variance	15.011692
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
11	15784	32.3%
15	10878	22.3%
9	8025	16.4%
12	2657	5.4%
8	2061	4.2%
1	1812	3.7%
7	1601	3.3%
0	1389	2.8%
5	955	2.0%
14	834	1.7%
Other values (6)	2846	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1389	2.8%
1	1812	3.7%
2	657	1.3%
3	247	0.5%
4	509	1.0%
5	955	2.0%
6	756	1.5%
7	1601	3.3%
8	2061	4.2%
9	8025	16.4%

Value	Count	Frequency (%)
15	10878	22.3%
14	834	1.7%
13	83	0.2%
12	2657	5.4%
11	15784	32.3%
10	594	1.2%
9	8025	16.4%
8	2061	4.2%
7	1601	3.3%
6	756	1.5%

education-num
Real number (ℝ)

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.078089

Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	9
median	10
Q3	12
95-th percentile	14
Maximum	16
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.5709728
Coefficient of variation (CV)	0.2551052
Kurtosis	0.62574527
Mean	10.078089
Median Absolute Deviation (MAD)	1
Skewness	-0.31652486
Sum	492234
Variance	6.6099009
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
9	15784	32.3%
10	10878	22.3%
13	8025	16.4%
14	2657	5.4%
11	2061	4.2%
7	1812	3.7%
12	1601	3.3%
6	1389	2.8%
4	955	2.0%
15	834	1.7%
Other values (6)	2846	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	83	0.2%
2	247	0.5%
3	509	1.0%
4	955	2.0%
5	756	1.5%
6	1389	2.8%
7	1812	3.7%
8	657	1.3%
9	15784	32.3%
10	10878	22.3%

Value	Count	Frequency (%)
16	594	1.2%
15	834	1.7%
14	2657	5.4%
13	8025	16.4%
12	1601	3.3%
11	2061	4.2%
10	10878	22.3%
9	15784	32.3%
8	657	1.3%
7	1812	3.7%

marital-status
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6187503

Minimum	0
Maximum	6
Zeros	6633
Zeros (%)	13.6%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	2
Q3	4
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5077026
Coefficient of variation (CV)	0.57573361
Kurtosis	-0.53619399
Mean	2.6187503
Median Absolute Deviation (MAD)	2
Skewness	-0.01632824
Sum	127905
Variance	2.273167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	22379	45.8%
4	16117	33.0%
0	6633	13.6%
5	1530	3.1%
6	1518	3.1%
3	628	1.3%
1	37	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6633	13.6%
1	37	0.1%
2	22379	45.8%
3	628	1.3%
4	16117	33.0%
5	1530	3.1%
6	1518	3.1%

Value	Count	Frequency (%)
6	1518	3.1%
5	1530	3.1%
4	16117	33.0%
3	628	1.3%
2	22379	45.8%
1	37	0.1%
0	6633	13.6%

occupation
Real number (ℝ)

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5776995

Minimum	0
Maximum	14
Zeros	2809
Zeros (%)	5.8%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	10
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.2305094
Coefficient of variation (CV)	0.64315942
Kurtosis	-1.2362805
Mean	6.5776995
Median Absolute Deviation (MAD)	4
Skewness	0.1105506
Sum	321268
Variance	17.89721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
10	6172	12.6%
3	6112	12.5%
4	6086	12.5%
1	5611	11.5%
12	5504	11.3%
8	4923	10.1%
7	3022	6.2%
0	2809	5.8%
14	2355	4.8%
6	2072	4.2%
Other values (5)	4176	8.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2809	5.8%
1	5611	11.5%
2	15	< 0.1%
3	6112	12.5%
4	6086	12.5%
5	1490	3.1%
6	2072	4.2%
7	3022	6.2%
8	4923	10.1%
9	242	0.5%

Value	Count	Frequency (%)
14	2355	4.8%
13	1446	3.0%
12	5504	11.3%
11	983	2.0%
10	6172	12.6%
9	242	0.5%
8	4923	10.1%
7	3022	6.2%
6	2072	4.2%
5	1490	3.1%

relationship
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4432865

Minimum	0
Maximum	5
Zeros	19716
Zeros (%)	40.4%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.6021512
Coefficient of variation (CV)	1.1100715
Kurtosis	-0.75411638
Mean	1.4432865
Median Absolute Deviation (MAD)	1
Skewness	0.79171931
Sum	70493
Variance	2.5668885
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	19716	40.4%
1	12583	25.8%
3	7581	15.5%
4	5125	10.5%
5	2331	4.8%
2	1506	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19716	40.4%
1	12583	25.8%
2	1506	3.1%
3	7581	15.5%
4	5125	10.5%
5	2331	4.8%

Value	Count	Frequency (%)
5	2331	4.8%
4	5125	10.5%
3	7581	15.5%
2	1506	3.1%
1	12583	25.8%
0	19716	40.4%

race
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	381.7 KiB

4	41762
2	4685
1	1519
0	470
3	406

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	48842
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
4	41762	85.5%
2	4685	9.6%
1	1519	3.1%
0	470	1.0%
3	406	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	41762	85.5%
2	4685	9.6%
1	1519	3.1%
0	470	1.0%
3	406	0.8%

Most occurring characters

Value	Count	Frequency (%)
4	41762	85.5%
2	4685	9.6%
1	1519	3.1%
0	470	1.0%
3	406	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	48842	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	41762	85.5%
2	4685	9.6%
1	1519	3.1%
0	470	1.0%
3	406	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	48842	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	41762	85.5%
2	4685	9.6%
1	1519	3.1%
0	470	1.0%
3	406	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	48842	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	41762	85.5%
2	4685	9.6%
1	1519	3.1%
0	470	1.0%
3	406	0.8%

sex
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	381.7 KiB

1	32650
0	16192

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	48842
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	32650	66.8%
0	16192	33.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	32650	66.8%
0	16192	33.2%

Most occurring characters

Value	Count	Frequency (%)
1	32650	66.8%
0	16192	33.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	48842	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	32650	66.8%
0	16192	33.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	48842	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	32650	66.8%
0	16192	33.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	48842	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	32650	66.8%
0	16192	33.2%

capital-gain
Real number (ℝ)

Distinct	123
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1079.0676

Minimum	0
Maximum	99999
Zeros	44807
Zeros (%)	91.7%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5013
Maximum	99999
Range	99999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7452.0191
Coefficient of variation (CV)	6.9059796
Kurtosis	152.6931
Mean	1079.0676
Median Absolute Deviation (MAD)	0
Skewness	11.894659
Sum	52703821
Variance	55532588
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44807	91.7%
15024	513	1.1%
7688	410	0.8%
7298	364	0.7%
99999	244	0.5%
3103	152	0.3%
5178	146	0.3%
5013	117	0.2%
4386	108	0.2%
8614	82	0.2%
Other values (113)	1899	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44807	91.7%
114	8	< 0.1%
401	5	< 0.1%
594	52	0.1%
914	10	< 0.1%
991	6	< 0.1%
1055	37	0.1%
1086	8	< 0.1%
1111	1	< 0.1%
1151	13	< 0.1%

Value	Count	Frequency (%)
99999	244	0.5%
41310	3	< 0.1%
34095	6	< 0.1%
27828	58	0.1%
25236	14	< 0.1%
25124	6	< 0.1%
22040	1	< 0.1%
20051	49	0.1%
18481	2	< 0.1%
15831	8	< 0.1%

capital-loss
Real number (ℝ)

Distinct	99
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.502314

Minimum	0
Maximum	4356
Zeros	46560
Zeros (%)	95.3%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4356
Range	4356
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	403.00455
Coefficient of variation (CV)	4.6056445
Kurtosis	20.014346
Mean	87.502314
Median Absolute Deviation (MAD)	0
Skewness	4.5698089
Sum	4273788
Variance	162412.67
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46560	95.3%
1902	304	0.6%
1977	253	0.5%
1887	233	0.5%
2415	72	0.1%
1485	71	0.1%
1848	67	0.1%
1590	62	0.1%
1602	62	0.1%
1876	59	0.1%
Other values (89)	1099	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46560	95.3%
155	1	< 0.1%
213	5	< 0.1%
323	5	< 0.1%
419	3	< 0.1%
625	17	< 0.1%
653	4	< 0.1%
810	2	< 0.1%
880	6	< 0.1%
974	2	< 0.1%

Value	Count	Frequency (%)
4356	3	< 0.1%
3900	2	< 0.1%
3770	4	< 0.1%
3683	2	< 0.1%
3175	2	< 0.1%
3004	5	< 0.1%
2824	14	< 0.1%
2754	2	< 0.1%
2603	7	< 0.1%
2559	17	< 0.1%

hours-per-week
Real number (ℝ)

Distinct	96
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.422382

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	1
5-th percentile	17.05
Q1	40
median	40
Q3	45
95-th percentile	60
Maximum	99
Range	98
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	12.391444
Coefficient of variation (CV)	0.30654908
Kurtosis	2.9510591
Mean	40.422382
Median Absolute Deviation (MAD)	3
Skewness	0.23874966
Sum	1974310
Variance	153.54789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	22803	46.7%
50	4246	8.7%
45	2717	5.6%
60	2177	4.5%
35	1937	4.0%
20	1862	3.8%
30	1700	3.5%
55	1051	2.2%
25	958	2.0%
48	770	1.6%
Other values (86)	8621	17.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	27	0.1%
2	53	0.1%
3	59	0.1%
4	84	0.2%
5	95	0.2%
6	92	0.2%
7	45	0.1%
8	218	0.4%
9	27	0.1%
10	425	0.9%

Value	Count	Frequency (%)
99	137	0.3%
98	14	< 0.1%
97	2	< 0.1%
96	9	< 0.1%
95	2	< 0.1%
94	1	< 0.1%
92	3	< 0.1%
91	3	< 0.1%
90	42	0.1%
89	3	< 0.1%

native-country
Real number (ℝ)

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.749355

Minimum	0
Maximum	41
Zeros	857
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	19
Q1	39
median	39
Q3	39
95-th percentile	39
Maximum	41
Range	41
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.7753432
Coefficient of variation (CV)	0.21157768
Kurtosis	12.772293
Mean	36.749355
Median Absolute Deviation (MAD)	0
Skewness	-3.6895285
Sum	1794912
Variance	60.455961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
39	43832	89.7%
26	951	1.9%
0	857	1.8%
30	295	0.6%
11	206	0.4%
33	184	0.4%
2	182	0.4%
8	155	0.3%
19	151	0.3%
5	138	0.3%
Other values (32)	1891	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	857	1.8%
1	28	0.1%
2	182	0.4%
3	122	0.2%
4	85	0.2%
5	138	0.3%
6	103	0.2%
7	45	0.1%
8	155	0.3%
9	127	0.3%

Value	Count	Frequency (%)
41	23	< 0.1%
40	86	0.2%
39	43832	89.7%
38	27	0.1%
37	30	0.1%
36	65	0.1%
35	115	0.2%
34	21	< 0.1%
33	184	0.4%
32	67	0.1%

target
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	381.7 KiB

1	37155
0	11687

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	48842
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	37155	76.1%
0	11687	23.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	37155	76.1%
0	11687	23.9%

Most occurring characters

Value	Count	Frequency (%)
1	37155	76.1%
0	11687	23.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	48842	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	37155	76.1%
0	11687	23.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	48842	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	37155	76.1%
0	11687	23.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	48842	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	37155	76.1%
0	11687	23.9%

Auto

Heatmap
Table

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	capital-gain	capital-loss	hours-per-week	native-country	race	sex	target
age	1.000	0.069	-0.078	-0.032	0.063	-0.373	0.002	-0.322	0.124	0.058	0.147	0.005	0.027	0.125	0.316
workclass	0.069	1.000	-0.029	0.002	0.044	-0.074	0.211	-0.117	0.030	0.013	0.135	-0.007	0.057	0.151	0.181
fnlwgt	-0.078	-0.029	1.000	-0.014	-0.030	0.036	0.001	0.014	-0.009	-0.001	-0.016	-0.075	0.070	0.028	0.010
education	-0.032	0.002	-0.014	1.000	0.213	-0.010	-0.034	0.019	0.007	0.008	0.011	0.082	0.057	0.066	0.252
education-num	0.063	0.044	-0.030	0.213	1.000	-0.065	0.116	-0.093	0.119	0.077	0.164	0.052	0.067	0.073	0.360
marital-status	-0.373	-0.074	0.036	-0.010	-0.065	1.000	-0.019	0.318	-0.075	-0.043	-0.207	-0.029	0.082	0.459	0.448
occupation	0.002	0.211	0.001	-0.034	0.116	-0.019	1.000	-0.076	0.021	0.019	0.088	-0.005	0.071	0.374	0.312
relationship	-0.322	-0.117	0.014	0.019	-0.093	0.318	-0.076	1.000	-0.101	-0.064	-0.303	-0.010	0.097	0.646	0.454
capital-gain	0.124	0.030	-0.009	0.007	0.119	-0.075	0.021	-0.101	1.000	-0.066	0.092	0.017	0.013	0.049	0.271
capital-loss	0.058	0.013	-0.001	0.008	0.077	-0.043	0.019	-0.064	-0.066	1.000	0.060	0.009	0.012	0.064	0.197
hours-per-week	0.147	0.135	-0.016	0.011	0.164	-0.207	0.088	-0.303	0.092	0.060	1.000	0.012	0.058	0.240	0.269
native-country	0.005	-0.007	-0.075	0.082	0.052	-0.029	-0.005	-0.010	0.017	0.009	0.012	1.000	0.267	0.039	0.081
race	0.027	0.057	0.070	0.057	0.067	0.082	0.071	0.097	0.013	0.012	0.058	0.267	1.000	0.114	0.099
sex	0.125	0.151	0.028	0.066	0.073	0.459	0.374	0.646	0.049	0.064	0.240	0.039	0.114	1.000	0.215
target	0.316	0.181	0.010	0.252	0.360	0.448	0.312	0.454	0.271	0.197	0.269	0.081	0.099	0.215	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	hours-per-week	native-country	target
0	39.0	7	77516.0	9	13.0	4	1	1	4	1	2174.0	40.0	39	1
1	50.0	6	83311.0	9	13.0	2	4	0	4	1	0.0	13.0	39	1
2	38.0	4	215646.0	11	9.0	0	6	1	4	1	0.0	40.0	39	1
3	53.0	4	234721.0	1	7.0	2	6	0	2	1	0.0	40.0	39	1
4	28.0	4	338409.0	9	13.0	2	10	5	2	0	0.0	40.0	5	1
5	37.0	4	284582.0	12	14.0	2	4	5	4	0	0.0	40.0	39	1
6	49.0	4	160187.0	6	5.0	3	8	1	2	0	0.0	16.0	23	1
7	52.0	6	209642.0	11	9.0	2	4	0	4	1	0.0	45.0	39	0
8	31.0	4	45781.0	12	14.0	4	10	1	4	0	14084.0	50.0	39	0
9	42.0	4	159449.0	9	13.0	2	4	0	4	1	5178.0	40.0	39	0

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	hours-per-week	native-country	target
48832	61.0	4	89686.0	11	9.0	2	12	0	4	1	0.0	48.0	39	1
48833	31.0	4	440129.0	11	9.0	2	3	0	4	1	0.0	40.0	39	1
48834	25.0	4	350977.0	11	9.0	4	8	3	4	0	0.0	40.0	39	1
48835	48.0	2	349230.0	12	14.0	0	8	1	4	1	0.0	40.0	39	1
48836	33.0	4	245211.0	9	13.0	4	10	3	4	1	0.0	40.0	39	1
48837	39.0	4	215419.0	9	13.0	0	10	1	4	0	0.0	36.0	39	1
48838	64.0	0	321403.0	11	9.0	6	0	2	2	1	0.0	40.0	39	1
48839	38.0	4	374983.0	9	13.0	2	10	0	4	1	0.0	50.0	39	1
48840	44.0	4	83891.0	9	13.0	0	1	3	1	1	5455.0	40.0	39	1
48841	35.0	5	182148.0	9	13.0	2	4	0	4	1	0.0	60.0	39	0

Most frequently occurring

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	hours-per-week	native-country	target	# duplicates
12	21.0	4	243368.0	13	1.0	4	5	1	4	1	50.0	26	1	3
23	25.0	4	195994.0	3	2.0	4	9	1	4	0	40.0	13	1	3
24	25.0	4	308144.0	9	13.0	4	3	1	4	1	40.0	26	1	3
0	17.0	4	153021.0	2	8.0	4	12	3	4	0	20.0	39	1	2
1	18.0	5	378036.0	2	8.0	4	5	3	4	1	10.0	39	1	2
2	19.0	0	167428.0	15	10.0	4	0	3	4	1	40.0	39	1	2
3	19.0	4	97261.0	11	9.0	4	5	1	4	1	40.0	39	1	2
4	19.0	4	130431.0	4	3.0	4	5	1	4	1	36.0	26	1	2
5	19.0	4	138153.0	15	10.0	4	1	3	4	0	10.0	39	1	2
6	19.0	4	139466.0	15	10.0	4	12	3	4	0	25.0	39	1	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring